Every team shipping GenAI features faces the same tension: move fast or move safely? Too often, guardrails become gates — rigid controls that frustrate developers and slow delivery to a crawl. But the alternative — no guardrails at all — leads to hallucination incidents, data leaks, and reputational damage. This session explores a middle path: building structured, auditable, and developer-friendly guardrails that guide teams toward responsible AI without killing innovation. Drawing from real-world experience deploying GenAI applications, we'll cover how to create guardrails that scale across teams of varying experience levels, remain transparent and auditable for compliance, and — most importantly — earn developer trust rather than developer workarounds.